Pembroke Lodge Gardens, Gate Gardens, Isabella Plantation and a number of woodlands are out of bounds.
Visitors are being warned not to seek shelter under trees during the high winds.
Tens of thousands of homes are currently without power.
Strong winds have blown trees over and caused flights to be cancelled in the south west of England.
Meanwhile, two new amber warnings have been issued in Scotland, northern England and Northern Ireland from tomorrow.
